DOI: 10.1002/elsc.202200026
R E S E A R C H A R T I C L E
Mobile SARS‑CoV‑2 screening facilities for rapid
deployment and university-based diagnostic laboratory
Nils Stanislawski
1,6Ferdinand Lange
2Christian Fahnemann
1Christoph Riggers
1Marc-Nils Wahalla
1,6Marc Porr
2Fabian Cholewa
1,6Rebecca Jonczyk
2,6Stefanie Thoms
2Martin Witt
2Frank Stahl
2Sascha Beutel
2,6Andreas Winkel
3,6Philipp-Cornelius Pott
3Meike Stiesch
3,6Mira Paulsen
4Anette Melk
4Henning Lucas
5Stefanie Heiden
5Holger Blume
1,6Cornelia Blume
2,61Institute of Microelectronic Systems, Architectures and Systems Group, Leibniz University Hannover, Hannover, Germany
2Institute of Technical Chemistry, Leibniz University Hannover, Hannover, Germany
3Department of Prosthetic Dentistry and Biomedical Materials Science, Hannover Medical School, Hannover, Germany
4Department of Pediatric Kidney, Liver, and Metabolic Diseases, Hannover Medical School, Hannover, Germany
5Institute of Innovation Research, Technology Management and Entrepreneurship, Leibniz University Hannover, Hannover, Germany
6Lower Saxony Centre for Biomedical Engineering, Implant Research and Development (NIFE), Hannover, Germany
Correspondence
Nils Stanislawski, Institute of
Microelectronic Systems, Architectures and Systems Group, Leibniz University Hannover, Appelstr 4, 30167 Hannover, Germany.
Email:
nils.stanislawski@ims.uni-hannover.de
Abstract
The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has created a public crisis. Many medical and public institutions and businesses went into isolation in response to the pandemic. Because SARS-CoV-2 can spread irrespective of a patient’s course of disease, these institutions’ continued opera- tion or reopening based on the assessment and control of virus spread can be supported by targeted population screening. For this purpose, virus testing in the form of polymerase chain reaction (PCR) analysis and antibody detection in blood can be central. Mobile SARS-CoV-2 screening facilities with a built- in biosafety level (BSL)-2 laboratory were set up to allow the testing offer to be brought close to the subject group’s workplace. University staff members, their expertise, and already available equipment were used to implement and operate the screening facilities and a certified diagnostic laboratory. This oper- ation also included specimen collection, transport, PCR and antibody analysis,
Abbreviations: BSL, biosafety level; HA, high availability; HIS, health information system; LIMS, laboratory information management system; PCR, polymerase chain reaction; QR, quick response; RKI, Robert Koch-Institute; RNA, ribonucleic acid; RT-qPCR, reverse transcription-quantitative PCR;
SID, specimen identifier; SOP, standard operating procedure; VM, virtual machine; VPN, virtual private network.
This is an open access article under the terms of theCreative Commons AttributionLicense, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
© 2023 The Authors.Engineering in Life Sciencespublished by Wiley-VCH GmbH
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https://doi.org/10.1002/elsc.202200026
and informing subjects as well as public health departments. Screening facilities were established at different locations such as educational institutions, nursing homes, and companies providing critical supply chains for health care. Less than 4 weeks after the first imposed lockdown in Germany, a first mobile testing sta- tion was established featuring a build-in laboratory with two similar stations commencing operation until June 2020. During the 15-month project period, approximately 33,000 PCR tests and close to 7000 antibody detection tests were collected and analyzed. The presented approach describes the required proce- dures that enabled the screening facilities and laboratories to collect and process several hundred specimens each day under difficult conditions. This report can assist others in establishing similar setups for pandemic scenarios.
K E Y W O R D S
COVID-19, HIS & LIMS, PCR, SARS-CoV-2, screening
1 INTRODUCTION
The first year of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic was character- ized by serious long-term impacts on society and the economy. The rapid spread of SARS-CoV-2 is intensified by asymptomatic carriers and pre-symptomatic transmis- sion [2, 3]. Medical institutions such as hospitals and nursing homes rapidly limited access for visitors and put strict hygiene directives into place. The pandemic also drastically impacted educational institutions. Classroom teaching shifted to distance learning, and research activity in universities was restricted to curb the spread of SARS- CoV-2. Many businesses went into isolation, significantly affecting critical supply chains and small enterprises with- out sufficient funds for long non-working periods. Public health measures often mitigate spread through diagnostic testing, vaccination, and self-isolation. Population screen- ing to identify infectious individuals in combination with other control efforts constitutes one approach of breaking transmission chains to suppress the ongoing pandemic and reopen societies [4, 5].
Population screening has to provide sufficient accessi- bility and throughput capabilities, resulting in a high test frequency (i.e., less than the viral incubation period) with fast sample-to-answer times in order to represent effective measure for the assessment and control of virus spread [4].
Various testing modalities were used worldwide to con- tain the pandemic. Drive-through testing centers, home visiting testing, and walk-through centers represent the most common approaches, with some groups also pro- viding mobile testing facilities [6–13]. Since the beginning of the SARS-CoV-2 pandemic, polymerase chain reac- tion (PCR) tests have routinely been used to confirm an
acute infection and are still considered the gold standard for diagnostic tests. As of spring 2021, rapid antigen tests have become a primary frontline tool in detecting SARS- CoV-2 in the general public because they outperform PCR tests regarding the analysis period and cost, and can often be performed by subjects themselves. In contrast, rapid antigen tests lack the analytical sensitivity of PCR tests, especially in asymptomatic subjects [14, 15]. PCR tests are still used to confirm an acute infection, even after a pos- itive rapid antigen test. However, PCR testing capacity in Germany remains constrained by supply chain shortages and the limited bandwidth of diagnostic labs [16].
Many university research laboratories provided SARS- CoV-2 molecular diagnostic testing in response to the pandemic and test capacity shortage [8, 11–13]. How- ever, most universities, especially those without a medical school, lacked the capacity of clinical diagnostic labs at the beginning of the pandemic. Container-based laboratory setups have proven suitable in practice for the detec- tion and containment of infectious diseases due to their portability when focusing on potential sources of infec- tion [17, 18]. Setting up a diagnostic laboratory takes an immense amount of work, particularly considering the diagnostic, safety, security, supply chain, logistics, digital infrastructure, legal, and financial requirements.
The project described in this article was intended to cre- ate additional testing capacity using university facilities, staff members, and their expertise. The project was con- ducted at a university without a medical school, but was supported by individual institutions of a medical univer- sity in planning, organization, and medical guidance. At the outset of the project, a sufficient number of biosafety level (BSL)-2 laboratories for the ribonucleic acid (RNA) isolation upfront of a PCR analysis were not available
on campus. Mobile screening facilities for both specimen collection close to the subjects’ workplace and RNA isola- tion in an integrated BSL-2 laboratory were developed to address this issue. The pre-processed, noninfectious sam- ples were distributed among the university’s labs for PCR analysis. A custom health information system (HIS) and laboratory information management system (LIMS) were developed to support the process flow of collecting sub- ject data and tracking and reporting samples as well as analysis results to local public health departments and sub- jects. The utilized screening facilities, diagnostic methods, HIS, and LIMS underwent constant development toward a more automated workflow during the project. This development includes the addition of test centers for anti- body screening indicating a subject’s previous SARS‑CoV‑2 infection and its immune response to infection and vac- cination. The implementation of serological testing was undertaken to provide insights into the seroconversion of subjects and record the number of subclinical cases of SARS-CoV-2 infections. All proceedings were subject to extensive compliance with regulatory directives, mainly including certification of the diagnostic laboratory and fulfillment of health-related data policies.
2 MATERIALS AND METHODS
In order to ensure timely implementation and start of oper- ation of the screening facilities and diagnostic laboratory, the various tasks were divided among specialized work- ing groups and university institutions. Figure1depicts the processes associated with provisioning consumables, col- lecting specimen and subject information, analysis, and reporting results to subjects and health authorities. The representation of material and data flow is shown in Figure 1A; Figure 1B shows the implementation of the laboratory and digital infrastructure processes.
2.1 Operational coordination and logistics
Main challenges—especially during the initial phase of the SARS-CoV-2 pandemic—included the supply and provi- sioning of consumables and safety equipment. These tasks were therefore implemented and maintained in-house.
This mainly included the in-house production of test kits and disinfectants after a change in the corresponding legal basis [19]. Transport of samples and waste was handled according to transnational transport of hazardous materi- als (i.e., ADR) regulations, which were supplemented by special regulations within the framework of national mea- sures due to the pandemic [20]. Overall, about 150 persons
PRACTICAL APPLICATION
Population screening for SARS-CoV-2 presents one possible means to control infection spreading.
PCR tests remain the gold standard for the detec- tion of an acute SARS-CoV-2 infection. University- based diagnostic laboratories can provide much required PCR testing capacities due to their exper- tise and equipment. This article summarizes and shares how screening facilities and diagnostic lab- oratories can be set up and operated under the difficult conditions (e.g., supply chain shortages) of a pandemic. An important feature of the screen- ing facilities described is their mobility, which allows them to be set up flexibly close to groups of test subjects. The described integration of a BSL-2 laboratory into a container-based screen- ing facility enables the expansion of laboratory capacities. The modular description of the labora- tory methods used and the setup of the (digital) infrastructure enables adaptation based on exist- ing expertise and equipment. The software and documentation developed as part of this work are publicly available online to assist others in setting up further studies [1].
were engaged in collecting samples, performing laboratory analyses, providing material, coordinating staff and infor- mation, and the continuous developing of procedures. A large proportion of staff members comprised students and PhD candidates enrolled in life sciences, engineering, and medical courses. Daily self-assessment of medical and lab- oratory personnel ensured detection of acute infections as early as possible to prevent transmission within the team.
To uniquely identify specimens, custom adhesive labels were provisioned. Each label contains a unique speci- men identifier (SID) in both a human-readable and a machine-readable quick response code (QR code) format for automatic data entry using a handheld scanner. The SIDs are defined as unsigned integers encoded using a character set based on the RFC3548 specification [21]. Only unambiguous capital letters and numbers are used in this encoding, eliminating the need to differentiate between similar-looking characters (i.e., O and 0, I and 1). The SID features an additional symbol for error detection of common human mistakes like mistyping or swapping of characters. This ensures error-free manual data input in case of scanner faults. The SID is extended with a suffix for the declaration of specimen type and the specifics of
consumable material. This enabled software-driven qual- ity control of each prepared test-kit.
Test kits with prelabeled consumables specific to the performed analysis were prepared in-house. PCR test kits consisted of labeled reaction tubes and RNA columns placed in clear zip bags; test kits for antibody detection only contained labeled reaction tubes. Each test kit also included additional adhesive labels for uniquely identi- fying swab and serum gel tubes directly after sample collection. Swab tubes and serum gel tubes were not included in the prepackaged test kits and instead pro- vided in bulk packages at the testing location to account for repeated sample collection in case of initial failure.
The correct assembly of test kits was recorded in a stan- dard operating procedure (SOP) and each assembled kit was digitally verified by scanning its content. To ensure RNase-free assembly, all work areas used were cleaned and disinfected prior to test kit packaging, including RNaseZap (Sigma–Aldrich; St. Louis, Missouri).
2.2 Subject selection and specimen collection
The targeted population groups for PCR screening were selected regarding an increased infection risk based on professional activity and continuity of the provided med- ical care structure. In this regard, employees of medical workplaces (especially nursing homes), educational insti- tutions, and companies of systemic importance were offered participation in the PCR test offer. Invitations were specially extended to subjects meeting the follow- ing guidelines recommended by the Robert Koch-Institute (RKI): being over 50 years of age, having comorbidi-
ties (e.g., diabetes, obesity, cardiac, pulmonary, circulatory, or immunocompromising diseases), or taking immuno- suppressants [22]. Individuals in non-medical occupa- tional groups were preferentially considered to be par- ticularly exposed if they had many contacts with people during the corona crisis due to their occupational activities (working in service areas, frequent customer contact, or abundant contact with colleagues). The PCR testing offer focused on asymptomatic subjects; however, individuals with acute symptoms possibly characteristic for COVID- 19 on the day of testing were allowed to participate in the PCR screening. Persons, who received the offer to be tested, could anonymously refuse to participate without giving a reason. PCR testing started in April 2020 with an initial container-based screening facility set up on a university campus. Two similar screening facilities were deployed at a supplier of pharmaceutical and laboratory equipment and a school within 2 months. For subjects at different schools and nursing and retirement homes, on- site facilities were provided with the necessary equipment for subject data entry and sample collection. Antibody screening tests started in August 2020 and were offered to all groups already participating in the PCR test offer.
In times of high SARS-CoV-2 incidence, subjects were invited for weekly participation in the PCR test offer, with biweekly tests recommended during phases of low inci- dence. A pharyngeal smear was performed for PCR testing by swabbing the region between the anterior and poste- rior palatal arches on the subject. Most throat swabs were performed at a mobile screening facility by trained medi- cal personnel. At nursing and retirement homes, swabs for PCR testing were taken in collaboration with physicians and senior staff members and were collected on-site and picked up for further processing. Teachers at three schools
F I G U R E 1 Processes displayed by material and data workflow. (A): Representation of material and data flow. Prepared test-kits for PCR and antibody testing (a) were provided to screening facilities, where subject data was entered and samples (oropharyngeal swabs or blood samples) were collected (b). Swabs were handed to a BSL-2 laboratory for RNA isolation (c), followed by PCR analysis (d). Serum samples were used for antibody detection analysis (e). Lab processes were controlled by the LIMS, which also stored raw analysis data (f). Raw analysis data was evaluated and confirmed results (g) were sent to the HIS, upon which sample result and subject data were merged (h).
Positive PCR test results were submitted to the health department and a medical staff member informed the subject, whereas all other test results were sent to the subject via e-mail (i). (B): Implementation of the laboratory and digital infrastructure processes. Subject and sample admissions started with manually entering or recalling a subject’s personal information (e.g., name, address) from a previously handed-out QR code. Subsequently, the acquisition of voluntarily given answers to medical study questionnaires in the HIS data entry software occurred.
Subjects were then given printed handouts with their QR code for future visits and a consent form to be signed before taking either an oropharyngeal swab or a blood sample. The collected sample was pseudonymized with an identifier label from a pre-assembled test kit, and the completed dataset was stored in the HIS database. Depending on the type of specimen, samples were then handed to the appropriate laboratory for analysis. Upon retrieval, the arrival of samples was documented. For PCR and antibody analysis, plate and rack information were created by scanning and sorting samples. Analysis results were evaluated and confirmed by lab managers. If no valid result was achieved and a reserve sample was available, analysis was performed again. Confirmed results (including the need for sample recollection) for each pseudonymized sample were sent to the HIS database for report generation and informing subjects. In case of a positive PCR test result, a medical staff member received the subject and sample information to contact the subject directly. At the same time, the report was sent to the public health department
F I G U R E 2 Floorplan of the container-based screening facility. The setup consisted of two containers, of which the lower one comprised the main staff entrance, storage, server rack, and changing areas. The specimen collection as well as data entry area comprised half of the other container, with two similar working stations and windows facing outsides for subjects to line up. The second half was occupied by a BSL-2 laboratory used for RNA isolation and was connected to the sampling area via a transfer hatch
provided self-collected pharyngeal swabs after receiving appropriate in-person and video supported training. Sub- ject participation in antibody detection tests was offered twice in the autumn of 2020 and spring of 2021. Blood sam- ples for detecting SARS-CoV-2-specific antibodies were taken from the cubital vein by certified medical person- nel. After informed consent, samples, subjects’ contact information, and clinical parameters were collected.
Furthermore, subjects were questioned on each day of testing whether COVID-19 symptoms or risks regarding SARS-CoV-2 infection were or had been present. Later, vaccination status of subjects was also inquired. These additional parameters were answered voluntarily at each appointment to support epidemiological research. During the first time being tested, subjects received a printout featuring an encrypted QR code containing the provided contact information to accelerate data entry during sub- sequent tests. After sample collection, the labeled sample tube (either obtained from a pharyngeal swab or blood sampling) and its respective test kit were then passed to the appropriate laboratory for analysis. By physically sep- arating subject information and the SID at this point, only pseudonymized samples were given to the laboratory.
2.3 Screening facilities
To ensure a high acceptance and participation of the tar- get population groups, mobile container-based screening facilities were developed to be placed as close as possible to the targeted population while also providing the required BSL-2 laboratories on-premise. Each screening facility consisted of two intermodal (“shipping”) containers con-
nected along their longitudinal side. Figure 2 displays the floor plan of the 6 m by 5.5 m setup. Manufacturing and setup of the two containers, including installation of windows, doors, and electrical wiring, were done in col- laboration with FAGSI Vertriebs- und Vermietungs-GmbH (Morsbach, Germany). The container setup was designed to plug into a three-phase mains supply and run from a water tank. The deployed systems were designed to either rely on existing on-site infrastructure or use mobile net- works to establish an internet connection. The containers were transported by truck and placed on a suitably firm base (e.g., a car park). Relocation and setup of the two equipped containers took place within 1 day, and an addi- tional day was required to install lab furniture, electronic components, and security systems.
One major challenge for container-based laboratory setups is compliance with the appropriate BSL and ISO requirements (e.g., DIN EN ISO 15189). Following BSL-2 specifications, all interior surfaces, including the selected technical appliances such as computers, keyboards, and handheld scanners used for sample tracking, were made out of easily sterilizable materials. To further adhere to a BSL-2 containment level, waste was stored in designated containers placed in each section which were regularly cleared and decontaminated prior to disposal.
One container comprised the main staff entrance lead- ing into a hygiene lock, featuring two medical and lab- oratory staff changing room areas. This container also stored consumables (e.g., protective clothing, swabs, etc.) and a secured server rack (see Figure 3D). The second container featured the specimen collection area and the laboratory section used for the RNA isolation. Swabs were taken at two similar working stations in the specimen
F I G U R E 3 Views of the container-based screening facility. Displayed are the two stations for subject admission and specimen collection from the outside (A) and the respective workstations inside (B). The BSL-2 laboratory is connected to the sampling area via a transfer hatch (C). Sampling area and laboratory can be reached through the changing and storage area (D)
collection area, designed to offer optimal protection for the medical personnel. Each of the two working stations featured a window facing outside (see Figure3B) for sub- jects lining up in front. Computer screens placed close to each window allowed test persons to verify all subject- related information entered during the specimen capture procedure. Legally-required consent forms were printed on-demand. These consent forms were to be signed by the subject and placed in a locked collection box in front of the window (see Figure3A).
Collected specimens were passed to the laboratory sec- tion using a transfer hatch. This section featured specimen storage options and a class 2 safety cabinet providing two fully equipped working stations for the RNA isolation of the potentially infectious specimen (see Figure3C). A lab- oratory workstation facilitated the tracking of specimens when entering or leaving the laboratory by scanning the SID.
The devised container setup remained nearly unchanged for the project duration, only with the later addition of an air-conditioning unit to provide appropriate temperature conditions for laboratory work and storage of the utilized materials during summer. In addition to the container-based screening facilities, reduced setups consisting only of the technical equipment required for data entry and cooled storage containers were deployed at various locations to collect oropharyngeal swabs for PCR analysis. These stations were primarily deployed
at nursing and retirement homes and schools, provided that the spatial conditions available on site permitted safe operation. The collected swabs were then transported to one of the container-based screening facilities with built-in BSL-2 for RNA isolation. The reduced setups were also used to collect blood samples for antibody analysis.
The technical equipment required for the container-based screening facilities and reduced setups is listed in Table1.
Before the end of the deployment of a container-based screening facility, deregistration of the BSL-2 laboratory was filed with the responsible trade supervisory office and health department. Here, a 30-day period had to be complied with. Technical and laboratory equipment was transferred to other facilities within the university for fur- ther use in research and educational projects after a 3-week cooldown period. As there was no further need for mobile laboratories after the end of the project, the cleared and cleaned containers were repurposed to be used as mobile classrooms, among other things.
2.4 RNA isolation and PCR analysis
Initially, RNA isolation was solely performed manually using a viral RNA Mini Kit from Qiagen (QIAamp Viral RNA Mini Kit; Maryland, USA) according to the manu- facturer’s instruction. The swabs obtained by an oropha- ryngeal smear were immersed in lysis buffer. 50% of the
T A B L E 1 Technical devices required for the setup of the container-based screening facilities with BSL-2 laboratory and reduced setup stations
Setup Location Device Qty.
Container Sampling area Data entry client (all-in-one personal computer) 2
Outdoor display 2
Disinfectable keyboard with touchpad 2
Handheld scanner 2
Printer 2
BSL-2 Lab Safety workbench 1
Laboratory equipment for RNA isolation (depending on used method) 1
Refrigerator 1
Lab client (all-in-one personal computer) 1
Disinfectable keyboard 1
Handheld scanner 1
Changing & storage area Cache server 1
GSM/WiFi router 1
UPS 1
Reduced Data entry client 1
Screen 2
Disinfectable keyboard with touchpad 1
Handheld scanner 1
Printer 1
Cooling transport box 1
resulting suspension of the analysis material was sub- jected to RNA isolation according to Chomczynski and Sacchi, leaving a reserve sample for retesting [23]. All steps required for RNA isolation were performed in the BSL-2 laboratory section of the container-based screening facility.
The isolated RNA was used in PCR analysis.
To increase throughput, semi-automatic RNA isolation using Qiagen’s QIAcube (Qiagen; Maryland, USA) was tested during the further course of the project since the underlying RNA isolation method remained unchanged.
Only slight modifications of the established SOP were required, and simultaneous isolation of 12 specimens was possible.
Later on, a predominantly automatic workflow for RNA isolation was implemented using the MagMAX Viral and Pathogen Nucleic Acid Isolation Kit by Thermo Fisher (Waltham, USA) alongside the auto- mated Auto-Pure 96 Nucleic Acid Purification System by Allsheng (Hangzhou, China). This workflow only requires the swab to be placed in RNA lysis buffer in the container-based BSL-2 laboratory. This step inactivates present RNases and stabilizes intact viral and human RNA. After this step, the specimen is no longer considered infectious and can be transferred to a BSL-1 laboratory for automatic RNA isolation. Reformatting of the pre-
pared lysate from reaction tubes to 96-deepwell-plates was performed with an epMotion 5073 Liquid Handling System by Eppendorf (Hamburg, Germany), followed by the automatic RNA isolation using the Allsheng purifi- cation system. For PCR analysis, the isolated RNA was transferred into reaction tubes using an epMotion or an rLINE Robotic Liquid Handling Dispenser Module by Sartorius (Göttingen, Germany).
Direct detection of SARS-CoV-2 RNA by real-time reverse transcription-quantitative PCR (RT-qPCR) is con- sidered the gold standard in diagnostics. Following the protocol described by Corman et al. and recommended by the WHO, RT-qPCR was performed using TaqMan Fast Virus 1-Step Master Mix by Applied Biosystems (Waltham, USA) [24, 25]. SARS-CoV-2-specific PCR using a CFX384 rtPCR Detection System by Bio-Rad (Feldkirchen, Ger- many) was conducted in triplicates per analyzed gene and classified as positive if two of the three results per gene were positive. The sufficiency of the pharyngeal swab was proven by a marker (human RNase P). Samples with insuf- ficient material were repeated. Results were quantified as described by Pfaffl et al. [26]. Specifically developed soft- ware solutions tracked samples, standardized processing, and reported analysis results. The procedure for RT-qPCR analysis is described in more detail by Jonczyk et al. [27].
2.5 Detection of SARS-CoV-2 specific antibodies
To detect SARS-CoV-2-specific antibodies in serum, two different qualitative and complementary detection methods were used: the electro-chemiluminescence immunoassay Elecsys Anti-SARS-CoV-2 by Roche Diag- nostics (Mannheim, Germany) and the microarray-based immunoassay SARS-CoV-2 ViraChip IgG Test Kit by ViraMed Biotech AG (Planegg, Germany). Elecsys was used to detect IgM and IgG antibodies against the virus’
N antigen. The second test was performed utilizing the ViraChip test kit detecting IgG antibodies against S1, S2, and N virus antigens. Seropositivity was declared when at least one of these antibody types was present.
Elecsys Anti-SARS-CoV-2 was performed with a cobas e411 analyzer by Roche Diagnostics (Mannheim, Germany) using manufacturer’s materials and reagents according to manufacturer’s instructions directly after serum preparation via centrifugation in serum gel tubes.
Apart from sample preparation, analysis using the cobas e411 was fully automated. For the SARS-CoV-2 ViraChip IgG test performance, samples were manually trans- ferred into reaction tubes and then diluted by a pipetting robot (rLINE, Sartorius Stedim Biotech, Goettingen, Germany) before manual washing. To increase through- put, the washing of samples was later automated using a Hydroflex Washer by Tecan (Crailsheim, Germany).
Test readout was performed with ViraChip Scanner and analyzed with ViraChip Software (Viramed Biotech AG; Planegg, Germany). Antibody detection was set up approximately 4 months after the project started. Sample tracking and analysis report was implemented based on the previously established LIMS and HIS. The detailed procedures for detecting SARS-CoV-2-specific antibodies are described by Jonczyk et al. [27, 28].
2.6 Custom LIMS
To account for the specific setup of laboratory and analysis methods, it became necessary to develop a custom LIMS rather than licensing an established LIMS at the project’s start. LIMS and HIS development were intentionally split into discrete, stand-alone software applications. This sepa- ration allowed for independent scaling of each application while also facilitating the prospective replacement or inte- gration of custom applications with established LIMS or HIS products.
The LIMS is designed to track every sample, well posi- tion, plate, and raw RT-qPCR and antibody analysis data.
The LIMS comprises a document-based database to store all information. Laboratory routines were aided by soft-
ware defined processes and direct integration and control of laboratory devices into the LIMS. Users were guided through the necessary manual steps defined by the respec- tive SOP of each analysis by a laboratory user software connected to the database. They were required to confirm steps taken before continuing.
Upon arrival in a laboratory, samples were registered before further processing. The SIDs on labeled specimen tubes are scanned using a handheld scanner and linked to well positions on a plate to accession samples. The LIMS generates a plate definition file containing the SID for each sample loaded into the analysis software that drives the qPCR or ViraChip scanner. Following laboratory analysis, raw data files obtained from laboratory devices are ingested into the LIMS, and each sample was evaluated, resulting in a positive, negative, inconclusive, or invalid result. Fol- lowing review by senior laboratory scientists, results are confirmed for further processing by the HIS.
2.7 Custom HIS
A custom HIS was developed due to the limited time avail- able and desired flexibility of the data acquisition required to enter subject information and link subjects to their respective specimens. The development of the custom HIS was initially focused on utility software used in test kit production and a graphical data entry system deployed at the mobile screening facilities. Printing of the customized adhesive labels was centralized to ensure uniqueness and therefore unambiguousness of provisioned SIDs without the need for sample collection workstations to maintain a constant connection to a centralized server or con- figuration overhead with the implementation of a local SID provisioning service. This feature allowed subsequent collaborating external laboratories to report lab results in a consistent namespace. Central printing of labels also reduced operating costs instead of printing labels on-site.
The data entry front-end system facilitated the acquisi- tion of subject-specific information such as personal data and state of health and linked the collected specimen to a single subject. Subjects received printouts of the recorded personal data, SID, and legal information during their test appointment. These printouts contained a subject-specific and encrypted QR code to allow quick recall of sub- ject information during subsequent appointments without requiring a connection to the database system. Acqui- sition of personal data was initially determined by RKI requirements regarding correct reporting of subjects who tested positive for SARS-CoV-2 via PCR [29]. Throughout the project, questions related to ongoing medical research were added to the HIS at different times, with the selection
of asked questions adapted based on the target population at the testing location.
The related subject information and clinical data were stored in text-based files comprising key-value pairs for the properties of each specimen. This approach ensured compatibility with future additions or alterations to the required data collection. During this initial stage of data entry, the related files were stored locally on encrypted drives and manually backed up. The data entry soft- ware ensured complete and conflict-free storage of files.
Files were manually collected from workstation clients for further processing. Upon completion of the labora- tory analysis, the result files provided by the LIMS were matched with the respective HIS file in a spreadsheet appli- cation and checked twice, followed by manual test result notification.
For PCR tests, subjects received an electronic mail reporting non-positive results. In case of inconclusive or invalid results, subjects were invited to provide an addi- tional sample. Positive PCR test results were disclosed to medical team members, which then communicated pos- itive results to the subject via phone, emphasizing fast compliance with the required steps mandated by health authorities (e.g., self-isolation, contact-tracing). In Ger- many, a secure digital interface for reporting positive test results was not provided, which required the transmis- sion of positive PCR test results to local health authorities to be performed manually by telefax. A written result was sent electronically to each subject for reporting anti- body screening results. Antibody screening results were not required to be disclosed to the authorities.
Advancements towards an automatic workflow of pro- cessing lab result reports were made by first automating file transfer from workstation clients to data storage servers with redundant storage and automated backups. Both HIS files and lab results directly obtained from LIMS were peri- odically parsed into a SQL database. Scripted queries to the database facilitated automation of test result reporting to subjects. Automated reporting of positive PCR test results to local health authorities was set up using a secure online faxing server. The initial manual processes remained valid operation modes throughout the project course to provide fallback methods, for example, in case of connectivity loss or required maintenance. Given collaborations with exter- nal laboratories, an import module for structured data was added to the HIS to allow for the import of result files.
2.8 Digital infrastructure
Similar to the provisioning of consumables and safety equipment, the acquisition of technical equipment proved challenging during the initial stage of the SARS-CoV-2
pandemic. The project’s digital infrastructure relied on stand-alone encrypted clients and manual data backup and transfer tasks in the first few weeks. Once the availability of hardware components improved, the digital infrastructure was scaled to a reliable server setup. Figure4depicts the detailed setup of servers and the network infrastructure.
LIMS and HIS databases were deployed using virtual machines (VM) on centralized servers. A set of three hyper- visor servers with shared storage was set up to provide a high availability (HA) environment featuring live migra- tion of VMs to ensure uninterrupted operation even during server maintenance. Additional servers were deployed for regular backups. Servers were distributed among different buildings and backed by uninterruptible power supplies (UPS) to eliminate any single point of failure or data loss in case of power outages. Physical access to servers was lim- ited to system administrators. Staff members only received access to the deployed clients upon completion of a tech- nical briefing and data regulations and safety training.
Authentication of users was governed by domain-based user administration.
An HA firewall protected internal networks that allowed granular access from external authenticated devices and users using virtual private network (VPN) connections.
Unidirectional flow of subject-related data from remote locations (i.e., mobile screening facilities) was estab- lished. All client-to-server communication was encrypted.
Container-based screening facilities included a locally placed encrypted server with redundant storage for tempo- rary caching of files and mirroring of domain information.
This ensured stable operation in the cases of poor internet availability on-site.
2.9 Quality management and regulatory affairs
The laboratory operation was subject to extensive quality management and compliance with applicable policies and guidelines to establish and maintain the required quality, safety, and performance in the use of diagnostics, and to ensure the reliability of the results obtained with them.
Certification of the laboratory operation was achieved in order to be able to report the obtained results to subjects and local health authorities. For this purpose, a quality management system in accordance with the “RiLiBÄK”
directive (“Richtlinie der Bundesärztekammer zur Qual- itätssicherung laboratoriumsmedizinischer Untersuchun- gen”; accompanied by Labor Limbach, Lehrte, Germany) was established. This directive describes basic require- ments (e.g., appropriate spatial conditions, provisioning of equipment documentation, written preanalytical mea- sures) for quality assurance.
Data Entry Client
Cache Server CPU
RAM
NIC
HDD HDD OS SSD OS SSD
Container-based Screening Facility with BSL-2 Laboratory
Data Entry Client
SETIS ETOMERLACOLETIS
HA Firewall
& Switch
Server 1 SSD SSD SSD OS SSD OS SSD CPU
RAM
NIC
Server 2 SSD SSD SSD OS SSD OS SSD CPU
RAM
NIC
Server 3 SSD SSD SSD OS SSD OS SSD CPU
RAM
NIC
SharedStorage
HA Hypervisor Cluster
Backup Server OS SSD OS SSD
HDD HDD
HDD HDD
HDD HDD
NIC CPU RAM Management
Network Storage Network LIMS Network HIS Network
Lab Device Lab Client
Serial Connection
GSM/WiFi Router
Site-to-site VPN
Internet VPN External Premises
Reduced Setup Data Entry
Client
Lab Device
Lab Client Medical Staff Workstation
VM VM VM VM
VM VM
External Firewall External Firewall
F I G U R E 4 System setup and network diagram. The system setup on campus (“local site”) consisted of three hypervisor servers with shared storage over SSD to establish an HA cluster running the separate VMs for LIMS and HIS database applications. For the OS and storage using HDDs on single servers, a redundant array of independent disks was used.
Hypervisor servers were hosted at protected and different locations. A dedicated server handled backups of VMs and data. The separate networks for LIMS, HIS, storage, and server management were governed and protected by an HA firewall.
External sites (i.e., container-based screening facilities with build-in BSL-2 laboratories or reduced setups for sample collection) were connected using encrypted VPN connections.
CPU, central processing unit; NIC, network interface card; RAM: random access memory
The safety concept and the prerequisites for operation were precisely documented in SOPs, risk assessments and hygiene plans, and checked and confirmed by the respon- sible occupational safety department (i.e., biological safety officer) and the trade supervisory office. Operating instruc- tions were prepared in accordance with the RiLiBÄK specifications for devices, analysis systems, and proce- dures and released after external review. The instructions were regularly updated and were accessible both digitally and at the workplace for authorized personnel. Before using the respective laboratory methods, especially after method modification, they were verified in at least three independent test runs with samples whose test results were known. The verification of RNA isolation and PCR analy- sis was performed using 30 samples, the test procedures of the antibody module were each verified with 260 samples of different origin. To assess the quality of the PCR analy- sis, laboratory operations were tested by an external quality assurance service program for the detection of the virus genom (provided by INSTAND; Düsseldorf, Germany).
To ensure reliable operation over time, the guidelines provide for regular maintenance and calibration of the equipment in accordance with the manufacturer’s spec-
ifications. Quality control for PCR analysis included an extraction control in the form of detecting human RNA for each specimen. Positive and negative controls were added to each plate and verified during PCR analysis.
For quality control of the antibody detection using the Roche automated electrochemiluminescence immunoas- say, control samples provided by the manufacturer were analyzed twice daily. For the antibody detection using the microarray-based immunoassay SARS-CoV-2 ViraChip IgG Test Kit, control samples from the manufacturer with known results were integrated on each analysis plate. In addition, internal controls (serum control, IgG control, negative control, and calibrators) are located in each well by default to perform a functional check for each analyzed sample.
A separate data protection concept for handling the collected subject data was drafted and submitted to the appropriate data protection officer for review. It complies with Article 5 of the General Data Protection Regulation (GDPR) and the data protection principles and other data protection requirements set out therein. An ethics vote of the responsible medical association (Lower Saxony, Ger- many) and Institutional Review Board approved the
evaluation of the collected subject data in a pseudonymized form in the context of medical studies (No.
Bo/30/2020; Bo/31/2020; Bo/32/2020; 9085_BO_S_2020).
3 RESULTS AND DISCUSSION
Less than 4 weeks after the first imposed lockdown in Ger- many, and despite many issues regarding the provision of required materials (e.g., consumables, technical devices, and safety equipment), a first mobile container-based testing station commenced operation in April 2020 [30].
In addition to subject admission and sample collection, RNA isolation could be performed in this station due to the build-in laboratory meeting BSL-2 requirements.
Samples were sent to BSL-1 laboratories for PCR analy- sis after RNA isolation. Shortages in supply chains were overcome by provisioning custom test kits, establishing in-house logistics for materials and samples, and develop- ing both a LIMS and HIS tailored to the sample collection and laboratory analysis processes. Initially, handling of samples and reporting analysis results to subjects and local authorities were not automated. The operation of the screening facilities and diagnostic laboratories follow- ing this implementation was approved by the responsible authorities. A concluding data protection clearance was issued based on the implemented data handling. The quality of PCR diagnostics was verified by successful par- ticipation in an external quality assurance service program.
Therefore, this minimum-viable product already met the appropriate safety requirements and followed extensive quality management but required substantial daily human intervention.
The container-based setup with a built-in BSL-2 lab- oratory enabled high throughput of sample acquisition and processing with minimum requirements posed to the installation site. The shipping containers allowed easy relocation and required a footprint of 33 m2. A three-phase power supply was required to operate the test station, which a mobile generator can also provide. The water needed for the operation was provided through water tanks. Subject and sample data was able to be transmitted to a central server via encrypted mobile storage media if no active internet connection was available on-site. These design considerations allow for a flexible setup even in rural areas. However, the correct and safe implementa- tion of PCR and antibody detection tests is limited to trained personnel, which might become challenging in some areas. Here, the decentralized collection of samples and subsequent transport to a central laboratory presented a common approach that can reduce the demand for biotechnology professionals. The presented setups were used for decentralized sample collection feeding into the
container-based BSL-2 laboratories for RNA isolation and subsequent transport to campus laboratories for PCR anal- ysis. The lack of centralized BSL-2 laboratories still created a high need for personnel to operate each laboratory station.
The setup was constantly improved during the course of the project and, in particular, extended to include automa- tion steps regarding laboratory analysis and reporting of results. Due to the forward compatibility considered from the beginning and the iterative improvement of processes, this approach allowed the setup to be launched quickly and scaled at a fast pace. Over time, subjects also became familiar with the PCR testing procedure and the collection of personal data and clinical parameters was significantly accelerated. Here, the personal QR codes, in particular, played a major role, which reduced the initial average of 8 min for capturing subject data and taking the swab to approximately 4 min. With these improvements, at a single mobile container-based screening facility over 220 tests were collected in 8 h. Swabs taken before noon in a container-based screening facility close to the university’s BSL-1 laboratories used for PCR analysis could be evalu- ated the same day. Most other samples could be analyzed within 36 h.
The devised screening facilities and diagnostic labora- tory were successfully used in the context of two medical studies. Table 2displays the number of screening facili- ties, subjects, and samples associated with each study. As part of the first study, employees of various educational institutions, companies, and nursing homes were offered voluntary PCR and antibody testing close to their respec- tive workplaces or places of living (Cohort 1) [27, 28]. The second study focused on pupils, at least one of their close relatives, and faculty members of two schools (Cohort 2) [31, 32].
Figure 5 displays the number of recorded PCR tests per week and the number of total subjects with PCR confirmed SARS-CoV-2 infection between April 2020 and November 2020. This period represented the busiest phase of the project, characterized by the simultaneous opera- tion of three container-based screening facilities and ten additional test sites relying on the reduced setup. At the beginning of 2021, rapid antigen tests for detecting SARS- CoV-2 became available and have been provided by many employers for their employees to test themselves. In addi- tion, the approval of the COVID-19 vaccines occurred in Germany at the beginning of 2021, followed by administra- tion of vaccine shots soon after. These vaccines can reduce the risk of contracting and spreading a SARS-CoV-2 infec- tion, while also possibly mitigating the course of disease [33, 34]. In light of these developments, operations scaled down to two container-based screening facilities and three reduced setups focusing on educational institutions. PCR
T A B L E 2 Number of deployed test stations, participating test subjects, and tests analyzed for each of the different cohorts (Cohort 1:
Employees of different educational institutions, companies, and nursing homes; Cohort 2: Pupils, at least one of their close relatives, and faculty members of two schools)
Cohort 1 Cohort 2 Total
Screening facilities
Container-based setup with BSL-2 laboratory (PCR) 2 1 3
Reduced setup (PCR) 10 1 11
Reduced setup (bloodsampling) 6 1 7
Subjects Participated in PCR testing 4817 2463 7280
Tested positive for acute SARS-CoV-2 infection by PCR 51 2 53
Participated in antibody detection testing 1883 2179 4062
Samples Samples for PCR analysis 26,908 6405 33,313
Samples for antibody detection analysis 2696 4167 6863
F I G U R E 5 Number of PCR tests and subjects tested positive for SARS-CoV-2 per week. PCR tests and subjects with a PCR confirmed acute SARS-CoV-2 infection recorded at a mobile screening facility are displayed per week for the time period between April 2020 and November 2020
screening and antibody detection continued until June 2021.
More than 33,000 PCR tests and close to 7000 anti- body detection tests were performed. Over 7200 subjects participated in the PCR test offer, and more than 4000 subjects participated in antibody detection tests. Subjects accepted the offer for PCR testing with varying frequen- cies. In Cohort 1, the number of PCR tests performed ranged widely between one and 46 tests per subject, with a median of three tests. About 31% of the subjects under- went PCR testing only once during the several months of the project period. For population screening using PCR
tests to be an effective measure, it must be coupled with strict precautionary measures (e.g., hygiene concept) and a high participation rate of subjects at risk [35]. Compared to rapid antigen tests, PCR tests provide a better sensitiv- ity with acceptable turnaround times and limit the amount of false-positive and false-negative results, which can have considerable health, economic, and social impacts [36, 37]. The higher costs associated with using PCR tests for screening compared to rapid antigen tests need to be traded off against the costs and damage caused by a potential SARS-CoV-2 infection [38]. Limiting PCR screening by targeting populations with an increased risk of infection
based on their occupational situation or medical condition presents one possible approach to reduce costs while still detecting even asymptomatic and presymptomatic sub- jects before wide spread of infections. Screening projects such as the one described here depend on a rapid defini- tion of target populations by official bodies in order to be particularly effective.
Overall, 53 subjects with acute SARS-CoV-2 infection were detected by PCR analysis (total prevalence of 0.7%).
After a confirmed positive PCR test in one nursing home, thanks to the quick deployment of a mobile test station, residents and staff members were tested repeatedly, doc- umenting a localized outbreak in late October of 2020 (see Figure 5; weeks 2020–45 and 2020–46). This out- break fell within a period of high incidence, in which the provision of additional testing capacity can play an important role in easing the burden on public health departments [39]. The medical team’s direct care and information sharing allowed important actions such as iso- lation and contact tracing to be initiated quickly. It was observed that subjects who tested positive for SARS-CoV- 2 within the targeted population groups showed overall good compliance with measures regarding self-isolation and contact-tracing limiting infection spreading.
The antibody screening tests revealed 58 not-vaccinated subjects in Cohort 1 that never had a positive PCR test taken but displayed seroconversion, indicating a subclin- ical infection with SARS-CoV-2 [27]. A relatively high rate of subclinical SARS-CoV-2 infections may contribute to the spread of SARS-CoV-2, suggesting that in addition to other intervention strategies, systematic screening of asymptomatic persons by PCR testing may significantly enable better pandemic control.
PCR screening of pupils and faculty members of two schools (Cohort 2) showed a low infection rate among these subjects (see Table2). This indicates that in-person learning can occur safely if extensive protective measures are in place and the incidence in the general popula- tion remains moderate [31]. The acquisition of additional parameters beyond the clinically relevant data with the help of the implemented data entry software also revealed that age and parental level of education influence COVID- 19 vaccine hesitancy. This especially concerns children under the age of 16 and students whose parents had lower education levels, which showed significantly higher vac- cine hesitancy. Identifying populations that exhibit greater reluctance to implement key pandemic control measures is important for designing public information campaigns [32].
The setup and operation of mobile SARS-CoV-2 screen- ing facilities and diagnostic laboratories represents a very challenging project regarding material and personnel expenses. Considering all expense factors (e.g., material,
laboratory, and personnel costs), the total cost per PCR test within this project was approximately 60 €, divided equally between sample collection (including transport) and lab costs. Despite the added overhead of sample collection on- site, performing a PCR test within this project was only slightly more expensive than the billable cost (i.e., 52.50 €) of preventive PCR testing of hospitalized subjects in Ger- many [40]. Due to the legal regulations in Germany, the costs incurred per PCR test within the project’s framework could not be settled via a health insurance [41].
Within this project’s scope, setups and operating pro- cedures for outdoor and indoor screening facilities were developed. These mobile setups, suitable for a flexible choice of location, made it possible to bring the test offer close to the target populations’ workplace or place of liv- ing. Furthermore, the container-based screening facilities included BSL-2 laboratories providing additional capaci- ties to process the potentially infectious samples. Table S1provides an overview of testing strategies developed by other groups in response to the SARS-CoV-2 pandemic.
A direct comparison between the different setups is com- plicated due to the many factors to consider (e.g., testing modalities, location, target population size, test frequency, test acceptance, and operation costs). Most publications also only reported on some key characteristics. However, it is clear that flexible testing approaches are needed to pro- vide sufficient and equal access to testing capacity for all members of society. Lessons learned in this project are that close cooperation with established diagnostic laboratories can significantly accelerate the setup process. Secure digi- tal recording and transfer of patient and laboratory data are central to ensuring rapid and reliable communication of results. Automating laboratory processes and subject data handling should be aimed at an early stage to reduce the required staff considerably. Based on the achieved sample throughput, quality of the diagnostic laboratory, running costs, and medical findings, the presented concept can be a valuable complement to testing strategies, especially where a fast response is required or access is otherwise restricted.
Much of the testing shortfall, especially early in the pandemic, can be traced to a shortage in critical supply chains, personnel required, expertise, or instrumentation necessary to collect samples and perform PCR analy- sis. University-based research laboratories can provide much-needed assistance to increase PCR testing capacity.
However, adjusting legal frameworks (e.g., preparation of disinfectant or ease of transport regulations) can become necessary to allow operation under the difficult conditions imposed by a pandemic. Improving the digital infrastruc- ture in public health can lead to the removal of barriers to enable simplified connection of university-based research laboratories to the health care system in times of crisis. In
addition, government funding often becomes necessary for university-based research laboratories to account for the extensive costs.
4 CONCLUSION
Population screening regardless of the presence of COVID- 19 related symptoms using PCR tests represents a valuable method to limit the spread of SARS-CoV-2. Targeted screening of subjects in medical, educational, or system- critical professions and subjects at high risk of severe disease progression can help to maintain critical infras- tructure and reduce mortality rates.
This report describes the implementation, continuous optimization, and operation of mobile screening facili- ties and diagnostic laboratories by non-medical university research institutions during the first 15 months of the SARS-CoV-2 pandemic.
In line with implementations and shared experiences from other groups, it is clear that university-based research laboratories represent an important resource when facing a pandemic scenario. The authors recommend govern- ment entities to financially support universities with the capability of adding to the testing capacity and provide the required infrastructure, legal framework, and health pol- icy guidelines to enable the university-based operation of diagnostic laboratories to effectively combat pandemic sce- narios. This report can assist others in quickly establishing similar setups valuable for pandemic response.
A C K N O W L E D G M E N T S
The project group would like to thank Dr. Corinna Hauß (MVZ Labor Limbach Hannover GbR) and Dipl.-Ing. Jan Vöckler for their support and advice. We further thank several PhD students at the Institutes for Technical Chem- istry and Microelectronic Systems (Leibniz University Hannover, Germany) for intense work on both PCR and antibody testing and technical and organizational support in this project. Furthermore, we thank the medical and dental students from the Medical School Hannover (MHH) and the University of Göttingen for their help register- ing subjects and taking swabs. We thank Prof. Dr. Nils Hoppe and his team for their support of the studyťs ethical vote and procedures concerning data protection (Centre of Ethics and Law in the Life Sciences, Leibniz University, Hannover, Germany). The authors are especially grateful to Prof. Dr. Thomas Scheper, whose idea gave the deci- sive impulse for this project. This project has been partially funded by the Ministry of Economic Affairs, Employment, Transport and Digitalization of Lower Saxony, Germany, and the Ministry for Science and Culture of Lower Saxony,
Germany. The funding sources had no role in the design and conduct of the project or related studies, data collec- tion, management, analysis or interpretation; or writing of this article.
C O N F L I C T O F I N T E R E S T
The authors have declared no conflicts of interest.
E T H I C S S T A T E M E N T
An ethics vote of the responsible medical association (Lower Saxony, Germany) and Institutional Review Board approved the evaluation of the collected subject data in a pseudonymized form in the context of medical studies (No.
Bo/30/2020; Bo/31/2020; Bo/32/2020; 9085_BO_S_2020).
D A T A AVA I L A B I L I T Y S T A T E M E N T The data that support the findings of this study are available from the corresponding author upon reasonable request.
I N F O R M E D C O N S E N T
Informed consent was obtained as part of the digital registration process at the mobile testing sites.
O R C I D
Nils Stanislawski https://orcid.org/0000-0002-9283-8155 Christian Fahnemann https://orcid.org/0000-0002- 1092-582X
Christoph Riggers https://orcid.org/0000-0002-5054- 532X
Marc-Nils Wahalla https://orcid.org/0000-0002-8449- 5455
Marc Porr https://orcid.org/0000-0002-5280-7282 Fabian Cholewa https://orcid.org/0000-0003-4045- 5344
Frank Stahl https://orcid.org/0000-0001-7416-0806 Sascha Beutel https://orcid.org/0000-0002-0983-9748 Henning Lucas https://orcid.org/0000-0002-6371-4735 Stefanie Heiden https://orcid.org/0000-0002-4710-9316 Holger Blume https://orcid.org/0000-0002-0640-6875 Cornelia Blume https://orcid.org/0000-0001-7487-4884
R E F E R E N C E S
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2. Oran DP, Topol EJ. Prevalence of asymptomatic SARS-CoV-2 infection.Ann Intern Med. 2020;173:362-367.
3. Johansson MA, Quandelacy TM, Kada S, et al. SARS-CoV-2 transmission from people without COVID-19 symptoms.JAMA Netw Open. 2021;4:e2035057-e2035057.
4. Larremore DB, Wilder B, Lester E, et al. Test sensitivity is secondary to frequency and turnaround time for COVID-19 screening.Sci Adv. 2021;7:eabd5393.